Data and Analysis for No-Reference Metrics


The chart below shows the correlation of metrics with subjective scores on our dataset. You can choose the type of correlation and the compression standard of codecs used for compression. We recommend that you focus on Spearman’s rank correlation coefficient.

Correlation type: Compression Standard:

Tabel below shows the correlations of metrics with subjective scores on our dataset. Click on the labels to sort the table.

Correlation type:

To analyze metric performance in more detail, we added a few mutually nonexclusive categories with 196 videos from the dataset: Shaking, Nature, Sports, Gaming / Animation.

Correlation type:

Metrics performance on different compression standards

Below you can see the comparison of the metrics performance on videos compressed by codecs with different compression standards. Click simplify to hide variation of metrics.

Correlation type:

Speed-Quality Plot

The chart below shows Speed-Quality characteristics of metrics.

Correlation type:


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We would highly appreciate any suggestions and ideas on how to improve our benchmark. Please contact us via email:

Cite us

author = {Antsiferova, Anastasia and Lavrushkin, Sergey and Smirnov, Maksim and Gushchin, Aleksandr and Vatolin, Dmitriy and Kulikov, Dmitriy},
booktitle = {Advances in Neural Information Processing Systems},
editor = {S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh},
pages = {13814--13825},
publisher = {Curran Associates, Inc.},
title = {Video compression dataset and benchmark of learning-based video-quality metrics},
url = {},
volume = {35},
year = {2022}

You can find the full text of our paper through the link.

12 Mar 2022
See Also
MSU CVQAD – Compressed VQA Dataset
During our work we have created the database for video quality assessment with subjective scores
Super-Resolution Quality Metrics Benchmark
Discover 66 Super-Resolution Quality Metrics and choose the most appropriate for your videos
Video Saliency Prediction Benchmark
Explore the best video saliency prediction (VSP) algorithms
Super-Resolution for Video Compression Benchmark
Learn about the best SR methods for compressed videos and choose the best model to use with your codec
Metrics Robustness Benchmark
Check your image or video quality metric for robustness to adversarial attacks
Video Upscalers Benchmark
The most extensive comparison of video super-resolution (VSR) algorithms by subjective quality
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